A novel life evaluation algorithm of XLPE Power cables based on biclustering

Z. J. Tan, G. Y. Chen, L. Luan, Z. Y. Yu, R. Zhang, W. Tang
{"title":"A novel life evaluation algorithm of XLPE Power cables based on biclustering","authors":"Z. J. Tan, G. Y. Chen, L. Luan, Z. Y. Yu, R. Zhang, W. Tang","doi":"10.1109/EPEC.2017.8286144","DOIUrl":null,"url":null,"abstract":"With prolonged operation durations of XLPE power cables, how to determine asset replacement time to avoid the accident caused by aging has become a major issue. In this paper, the biclustering completion (BC) principle is proved for restoring missing elements of a matrix and is firstly applied in the cable life evaluation. Six indicators such as load elongation, permanent elongation, breaking elongation, differential scanning calorimetry peak temperature, breakdown test rate and insulation resistance are selected to the life evaluation of XLPE power cables. The simulation results show that the biclustering algorithm is better than the traditional backpropagation algorithm and regression algorithm in accuracy and robustness.","PeriodicalId":141250,"journal":{"name":"2017 IEEE Electrical Power and Energy Conference (EPEC)","volume":"5 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2017-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2017 IEEE Electrical Power and Energy Conference (EPEC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/EPEC.2017.8286144","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2

Abstract

With prolonged operation durations of XLPE power cables, how to determine asset replacement time to avoid the accident caused by aging has become a major issue. In this paper, the biclustering completion (BC) principle is proved for restoring missing elements of a matrix and is firstly applied in the cable life evaluation. Six indicators such as load elongation, permanent elongation, breaking elongation, differential scanning calorimetry peak temperature, breakdown test rate and insulation resistance are selected to the life evaluation of XLPE power cables. The simulation results show that the biclustering algorithm is better than the traditional backpropagation algorithm and regression algorithm in accuracy and robustness.
基于双聚类的XLPE电力电缆寿命评估新算法
随着交联聚乙烯电力电缆使用寿命的延长,如何确定资产更换时间,避免因老化造成的事故已成为一个重大问题。本文证明了双聚类补全(BC)原理可用于恢复矩阵的缺失元素,并首次应用于电缆寿命评估。选取负载伸长率、永久伸长率、断裂伸长率、差示扫描量热峰值温度、击穿试验率、绝缘电阻等6项指标对交联聚乙烯电力电缆的寿命进行评价。仿真结果表明,该算法在精度和鲁棒性方面都优于传统的反向传播算法和回归算法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信